{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "This model compares select algorithms by plotting decision boundaries and the number of decision boundaries.\n",
    "\n",
    "Author: Yue Zhao <zhaoy@cmu.edu>\n",
    "\n",
    "License: BSD 2 clause"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Class 0: 150\n",
      "Number of Class 1: 150\n",
      "Ground truth shape is (300,).\n",
      "\n",
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "# temporary solution for relative imports in case combo is not installed\n",
    "# if combo is installed, no need to use the following line\n",
    "sys.path.append(\n",
    "    os.path.abspath(os.path.join(os.path.dirname(\"__file__\"), '..')))\n",
    "\n",
    "# supress warnings for clean output\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np\n",
    "from numpy import percentile\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager\n",
    "\n",
    "# Import all models\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "from combo.models.classifier_comb import SimpleClassifierAggregator\n",
    "from combo.models.classifier_stacking import Stacking\n",
    "from combo.models.classifier_dcs import DCS_LA\n",
    "from combo.models.classifier_des import DES_LA\n",
    "\n",
    "# Define the number of class 0 and class 1\n",
    "n_samples = 300\n",
    "class1_fraction = 0.5\n",
    "clusters_separation = [3]\n",
    "\n",
    "# Compare given detectors under given settings\n",
    "# Initialize the data\n",
    "xx, yy = np.meshgrid(np.linspace(-7, 7, 100), np.linspace(-7, 7, 100))\n",
    "n_class0 = int((1. - class1_fraction) * n_samples)\n",
    "n_class1 = int(class1_fraction * n_samples)\n",
    "ground_truth = np.zeros(n_samples, dtype=int)\n",
    "ground_truth[-n_class1:] = 1\n",
    "\n",
    "# Show the statics of the data\n",
    "print('Number of Class 0: %i' % n_class0)\n",
    "print('Number of Class 1: %i' % n_class1)\n",
    "print('Ground truth shape is {shape}.\\n'.format(shape=ground_truth.shape))\n",
    "print(ground_truth, '\\n')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model 1 Logistic Regression\n",
      "Model 2 Gaussian NB\n",
      "Model 3 Support Vector Machine\n",
      "Model 4 k Nearst Neighbors\n",
      "Model 5 Simple Average\n",
      "Model 6 Simple Maximization\n",
      "Model 7 Stacking\n",
      "Model 8 Stacking_RF\n",
      "Model 9 DCS_LA\n",
      "Model 10 DEC_LA\n",
      "1 fitting Logistic Regression\n",
      "2 fitting Gaussian NB\n",
      "3 fitting Support Vector Machine\n",
      "4 fitting k Nearst Neighbors\n",
      "5 fitting Simple Average\n",
      "6 fitting Simple Maximization\n",
      "7 fitting Stacking\n",
      "8 fitting Stacking_RF\n",
      "9 fitting DCS_LA\n",
      "10 fitting DEC_LA\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_state = np.random.RandomState(42)\n",
    "\n",
    "classifiers = [LogisticRegression(), GaussianNB(), SVC(probability=True),\n",
    "               KNeighborsClassifier()]\n",
    "\n",
    "# Define some combination methods to be compared\n",
    "classifiers = {\n",
    "\n",
    "    'Logistic Regression': LogisticRegression(),\n",
    "    'Gaussian NB': GaussianNB(),\n",
    "    'Support Vector Machine': SVC(probability=True),\n",
    "    'k Nearst Neighbors': KNeighborsClassifier(),\n",
    "    'Simple Average': SimpleClassifierAggregator(base_estimators=classifiers,\n",
    "                                                 method='average'),\n",
    "    'Simple Maximization': SimpleClassifierAggregator(\n",
    "        base_estimators=classifiers, method='maximization'),\n",
    "    'Stacking': Stacking(base_estimators=classifiers, shuffle_data=True),\n",
    "    'Stacking_RF': Stacking(base_estimators=classifiers, shuffle_data=True,\n",
    "                            meta_clf=RandomForestClassifier(\n",
    "                                random_state=random_state)),\n",
    "    'DCS_LA': DCS_LA(base_estimators=classifiers),\n",
    "    'DEC_LA': DES_LA(base_estimators=classifiers)\n",
    "}\n",
    "\n",
    "# Show all classifiers\n",
    "for i, clf in enumerate(classifiers.keys()):\n",
    "    print('Model', i + 1, clf)\n",
    "\n",
    "# Fit the models with the generated data and\n",
    "# compare model performances\n",
    "for i, offset in enumerate(clusters_separation):\n",
    "    np.random.seed(42)\n",
    "    # Data generation\n",
    "    X1 = 0.3 * np.random.randn(n_class0 // 2, 2) - offset\n",
    "    X2 = 0.3 * np.random.randn(n_class0 // 2, 2) + offset\n",
    "    X = np.r_[X1, X2]\n",
    "    # Add class 1\n",
    "    X = np.r_[X, np.random.uniform(low=-6, high=6, size=(n_class1, 2))]\n",
    "\n",
    "    # Fit the model\n",
    "    plt.figure(figsize=(15, 12))\n",
    "    for i, (clf_name, clf) in enumerate(classifiers.items()):\n",
    "        print(i + 1, 'fitting', clf_name)\n",
    "        # fit the data and tag class 1\n",
    "\n",
    "        clf.fit(X, ground_truth)\n",
    "        scores_pred = clf.predict_proba(X)[:, 1] * -1\n",
    "\n",
    "        y_pred = clf.predict(X)\n",
    "        threshold = percentile(scores_pred, 100 * class1_fraction)\n",
    "        n_errors = (y_pred != ground_truth).sum()\n",
    "        # plot the levels lines and the points\n",
    "        Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1] * -1\n",
    "        Z = Z.reshape(xx.shape)\n",
    "        subplot = plt.subplot(3, 4, i + 1)\n",
    "        subplot.contourf(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7),\n",
    "                         cmap=plt.cm.Blues_r)\n",
    "        a = subplot.contour(xx, yy, Z, levels=[threshold],\n",
    "                            linewidths=2, colors='red')\n",
    "        subplot.contourf(xx, yy, Z, levels=[threshold, Z.max()],\n",
    "                         colors='orange')\n",
    "        b = subplot.scatter(X[:-n_class1, 0], X[:-n_class1, 1], c='white',\n",
    "                            s=20, edgecolor='k')\n",
    "        c = subplot.scatter(X[-n_class1:, 0], X[-n_class1:, 1], c='black',\n",
    "                            s=20, edgecolor='k')\n",
    "        subplot.axis('tight')\n",
    "        subplot.legend(\n",
    "            [a.collections[0], b, c],\n",
    "            ['learned boundary', 'class 0', 'class 1'],\n",
    "            prop=matplotlib.font_manager.FontProperties(size=10),\n",
    "            loc='lower right')\n",
    "        subplot.set_xlabel(\"%d. %s (errors: %d)\" % (i + 1, clf_name, n_errors))\n",
    "        subplot.set_xlim((-7, 7))\n",
    "        subplot.set_ylim((-7, 7))\n",
    "    plt.subplots_adjust(0.04, 0.1, 0.96, 0.94, 0.1, 0.26)\n",
    "    plt.suptitle(\"Model Combination\")\n",
    "# plt.savefig('compare_selected_classifiers.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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